Link
Give your agent durable local memory via MCP—remember facts, recall them later, search, assemble context, and walk a memory graph without sending everything to the cloud.
Overview
io.github.gowtham0992/link is a MCP server for the Build phase that provides local personal memory tools—remember, recall, search, context, and graph traversal—for coding agents.
What is this MCP server?
- Local personal memory exposed as MCP tools: remember, recall, search, context, and graph traversal
- PyPI package link-mcp v1.3.0 with stdio transport—no hosted memory vendor required
- Keeps preferences, project facts, and prior decisions on your machine for privacy-sensitive solo builds
- Graph traversal supports linked entities beyond flat note dumps
- Complements cloud RAG stacks as an on-device memory layer for Claude Code and similar clients
- Registry version 1.3.0; PyPI identifier link-mcp; stdio transport
- Five capability areas documented: remember, recall, search, context, graph traversal
- No required API keys in official server.json metadata
Community signal: 65 GitHub stars.
What problem does it solve?
Agents forget project-specific context between sessions unless you paste the same README notes again and again.
Who is it for?
Solo builders who want private, persistent agent memory on their laptop without a separate SaaS memory product.
Skip if: Teams that need multi-user shared knowledge bases with admin ACLs and centralized audit logs out of the box.
What do I get? / Deliverables
After installing link-mcp over stdio, your agent can store and retrieve structured local memory and traverse linked facts during Build and later phases.
- MCP tools for remember, recall, search, context assembly, and graph traversal
- On-device memory layer usable across Build, Ship, and Operate agent sessions
- Reduced repeated context pasting in long-horizon solo projects
Recommended MCP Servers
Journey fit
Personal memory infrastructure is shelved under Build agent-tooling because you wire it while composing agent workflows, then reuse it through Ship and Operate. Agent-tooling is the primary home for MCP servers that extend recall, context, and session continuity for coding agents.
How it compares
Local memory MCP server, not a hosted vector DB connector or a one-shot summarization skill.
Common Questions / FAQ
Who is io.github.gowtham0992/link for?
It is for developers using MCP clients who want personal, on-device memory for agents across coding, debugging, and ops conversations.
When should I use io.github.gowtham0992/link?
Use it while building agent workflows and whenever recurring projects need remember/recall/search without re-uploading context each session.
How do I add io.github.gowtham0992/link to my agent?
Install link-mcp v1.3.0 from PyPI, configure stdio transport in your MCP client, and point the server entry at the published package per repository docs.